Evidence map›Paper›PMID 40667037›Full record

ArticlebioRxiv : the preprint server for biology2025

JiSuJi, a virtual muscle for small animal simulations, accurately predicts force from naturalistic spike trains.

Weili Jiang, Iris Adam, Nicholas W Gladman, Sam Sober, Qian Xue, Coen P H Elemans, Xudong Zheng

Abstract readPreprint
PubMed Full text at PMC Publisher
In one paragraph

Article in bioRxiv : the preprint server for biology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Weili JiangMechanical Engineering Department, Rochester Institute of Technology, Rochester, NY, United States.
Iris AdamSound Communication and Behavior Group, Department of Biology, University of Southern Denmark, Denmark.
Nicholas W GladmanSound Communication and Behavior Group, Department of Biology, University of Southern Denmark, Denmark.
Sam SoberDepartment of Biology, Emory University, Atlanta, GA, United States.
Qian XueMechanical Engineering Department, Rochester Institute of Technology, Rochester, NY, United States.
Coen P H ElemansSound Communication and Behavior Group, Department of Biology, University of Southern Denmark, Denmark.ORCID 0000-0001-6306-5715
Xudong ZhengMechanical Engineering Department, Rochester Institute of Technology, Rochester, NY, United States.ORCID 0000-0001-5403-8862

Funding

Vocal motor control and sensorimotor learning - behavior, muscles, and neuronsR01NS084844 · NINDS · EMORY UNIVERSITY · PI SOBER, SAMUEL · 2013 to 2023
$3.8M
Spike timing codes for motor controlR01NS099375 · NINDS · EMORY UNIVERSITY · PI SOBER, SAMUEL · 2017 to 2021
$1.7M
NINDS NIH HHS R01 NS084844NINDS NIH HHS R01 NS099375
6 · The paper itself

Abstract

Physics-based simulators for neuromechanical control of virtual animals have the potential to significantly enhance our understanding of intricate structure-function relationships in neuromuscular systems, their neural activity and motor control. However, a key challenge is the accurate prediction of the forces that muscle fibers produce based on their complex patterns of electrical activity ("spike trains") while preserving model simplicity for broader applicability. In this study, we present a chemomechanical, three-dimensional finite-element muscle model - JiSuJi (pronounced

Indexed as

finite-element neuromuscular modelmuscle force modelnaturalistic spike trains

Identifiers

PMID40667037
PMCPMC12262632

What OpenQuestion holds

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LicenceCC BY
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.